{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "add8cb98",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import segyio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "79bd1e28",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install segyio\n",
    "# 读取SEG-Y格式地震数据\n",
    "def ReadSEGYData(filename):\n",
    "    with segyio.open(filename, \"r\", ignore_geometry=True)as f:\n",
    "        f.mmap()\n",
    "        nTrace = f.tracecount\n",
    "        nSample = f.bin[segyio.BinField.Samples]\n",
    "        startT = 0\n",
    "        deltaT = f.bin[segyio.BinField.Interval]\n",
    "        print(\"     Number of Trace   = %d\" % (nTrace))\n",
    "        print(\"     Number of Samples = %d\" % (nSample))\n",
    "        print(\"     Start Samples     = %d\" % (startT))\n",
    "        print(\"     Sampling Rate     = %d\" % (deltaT))\n",
    "        data2D = np.asarray([np.copy(x) for x in f.trace[:]]).T\n",
    "    f.close()\n",
    "    return data2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8991749c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Number of Trace   = 301\n",
      "     Number of Samples = 1501\n",
      "     Start Samples     = 0\n",
      "     Sampling Rate     = 1000\n"
     ]
    }
   ],
   "source": [
    "data = ReadSEGYData('./res_001.segy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "50a74e40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Time sample')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clip = 10   # 显示范围，负值越大越明显\n",
    "vmin, vmax = -clip, clip\n",
    "# 彩色图像# 纵横比为 0.5   29760\n",
    "plt.imshow(data[:,:], cmap=plt.cm.seismic,\n",
    "           interpolation='nearest', aspect=0.25, vmin=vmin, vmax=vmax)\n",
    "plt.xlabel('Trace number')\n",
    "plt.ylabel('Time sample')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6acae408",
   "metadata": {},
   "source": [
    "# 1. 加噪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "39a509d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1501, 301)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "noise = np.random.random([data.shape[0],data.shape[1]])\n",
    "noise.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "395506d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_max = abs(data).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b3ca195f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data / data_max  # 将数据归一化到(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "964dfb64",
   "metadata": {},
   "outputs": [],
   "source": [
    "noise_data = data1 + 0.1 * noise\n",
    "noise_data = noise_data * data_max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ba69a024",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Time sample')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clip = 10   # 显示范围，负值越大越明显\n",
    "vmin, vmax = -clip, clip\n",
    "# 彩色图像# 纵横比为 0.5   29760\n",
    "plt.imshow(noise_data[:,:], cmap=plt.cm.seismic,\n",
    "           interpolation='nearest', aspect=0.25, vmin=vmin, vmax=vmax)\n",
    "plt.xlabel('Trace number')\n",
    "plt.ylabel('Time sample')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8e3afc6",
   "metadata": {},
   "source": [
    "# 2.抽稀  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d045a150",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = np.ones(10)     # 生成一个original_data列数相同的，全1向量\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c4422d41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 1., 1., 1., 1., 1.])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rate = 0.5  #设置抽稀比例\n",
    "mask[:int(rate*10)] = 0  # 令全1向量中按照一定比例为0\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "11f24366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 1., 1., 1., 0., 0., 1., 1.])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.shuffle(mask)   # 对mask中的0或者1进行随机打散\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2bdf3212",
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = np.ones(data.shape[1])     # 生成一个original_data列数相同的，全1向量\n",
    "rate = 0.5  #设置抽稀比例\n",
    "mask[:int(rate*data.shape[1])] = 0  # 令全1向量中按照一定比例为0\n",
    "np.random.shuffle(mask)   # 对mask中的0或者1进行随机打散\n",
    "undersampling_data = mask * data  # 矩阵相乘得到抽稀数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "31337c31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Time sample')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clip = 10   # 显示范围，负值越大越明显\n",
    "vmin, vmax = -clip, clip\n",
    "# 彩色图像# 纵横比为 0.5   29760\n",
    "plt.imshow(undersampling_data[:,:], cmap=plt.cm.seismic,\n",
    "           interpolation='nearest', aspect=0.25, vmin=vmin, vmax=vmax)\n",
    "plt.xlabel('Trace number')\n",
    "plt.ylabel('Time sample')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ed5f52f",
   "metadata": {},
   "source": [
    "# 3.SNR,MSE,PSNR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0b295d64",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "063e5fae",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "10dffff4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def SNR(signal, noise):\n",
    "    \"\"\"\n",
    "    计算信噪比SNR\n",
    "    Args:\n",
    "        signal: 无噪声数据\n",
    "        noise: 含噪声数据\n",
    "    Returns:信噪比snr\n",
    "    \"\"\"\n",
    "    p_signal = np.linalg.norm(signal, ord=2)\n",
    "    p_noise = np.linalg.norm(noise-signal, ord=2)\n",
    "    snr = 2*10 * math.log10(p_signal/p_noise)\n",
    "    return snr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7e489167",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-19.744049818618464"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "snr = SNR(data, noise_data)\n",
    "snr"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "bf4acc79",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5cfd4e4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def MSE(clear, noise):\n",
    "    \"\"\"\n",
    "    计算均方误差\n",
    "    Args:\n",
    "        clear:有效信号\n",
    "        noise:重建数据\n",
    "    Returns:均方误差\n",
    "    \"\"\"\n",
    "    clear = np.array(clear)\n",
    "    noise = np.array(noise)\n",
    "    mse = np.sum((clear - noise) ** 2)  # numpy可以并行运算\n",
    "    mse = mse / mse.size  # mse.size输出矩阵的元素个数\n",
    "    return mse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ef08b27e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4992849.418121925"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mse = MSE(data, noise_data)\n",
    "mse"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "0b3f6982",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b20702e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def PSNR(clear, noise):\n",
    "    \"\"\"\n",
    "    计算峰值信噪比\n",
    "    Args:\n",
    "        clear:有效信号\n",
    "        noise:重建数据\n",
    "    Returns:峰值信噪比\n",
    "    \"\"\"\n",
    "    clear = np.array(clear)\n",
    "    noise = np.array(noise)\n",
    "    psnr = 2 * 10 * math.log10(abs(clear.max()) / np.sqrt(np.sum((clear - noise) ** 2)/ noise.size))\n",
    "    return psnr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ceae4b27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24.766449155713694"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "psnr = PSNR(data, noise_data)\n",
    "psnr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab65044c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
